Estimating Dynamic Signals From Trial Data With Censored Values

Estimating Dynamic Signals From Trial Data With Censored Values

Censored data occur commonly in trial-structured behavioral experiments and many other forms of longitudinal data. They can lead to severe bias and reduction of statistical power in subsequent analyses. Principled approaches for dealing with censored data, such as data imputation and methods based o...

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Bibliographic Details
Main Authors: Ali Yousefi, Darin D. Dougherty, Emad N. Eskandar, Alik S. Widge, Uri T. Eden
Format: Article
Language:English
Published: The MIT Press 2017-10-01
Series:Computational Psychiatry
Subjects:
state-space model
missing data
Bayesian filtering Gaussian approximation
censored data
likelihood function
dynamic behavioral signal
Online Access:https://www.mitpressjournals.org/doi/pdf/10.1162/CPSY_a_00003

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https://www.mitpressjournals.org/doi/pdf/10.1162/CPSY_a_00003

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